Abstract
Alibaba Cloud's preemptible instances are IaaS instances sold using an auction, similar to the spot instances offered by Amazon Web Services (AWS). Clients purchase them by bidding. The instances are terminated when supply is insufficient, or when the client's bid is lower than the "market price"- - which Alibaba Cloud publishes ever so often. We collected Alibaba Cloud's preemptible price traces from November 2018 to July 2021. This work analyzes the traces, and shows evidence that they experienced sharp lateral behavioral changes over time. We characterize the traces before and after these events. Our analysis highlights features in the traces that seem to be artificially engineered by an underlying pricing mechanism. Since engineered features may abruptly change, they are particularly interesting to clients planning their bidding strategy, or scholars who study them (e.g., to design new pricing mechanisms on the basis of real-life data).
Original language | English |
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Title of host publication | HPDC 2023 - Proceedings of the 32nd International Symposium on High-Performance Parallel and Distributed Computing |
Publisher | Association for Computing Machinery, Inc |
Pages | 253-265 |
Number of pages | 13 |
ISBN (Electronic) | 9798400701559 |
DOIs | |
State | Published - 7 Aug 2023 |
Event | 32nd International Symposium on High-Performance Parallel and Distributed Computing, HPDC 2023 - Orlando, United States Duration: 16 Jun 2023 → 23 Jun 2023 |
Publication series
Name | HPDC 2023 - Proceedings of the 32nd International Symposium on High-Performance Parallel and Distributed Computing |
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Conference
Conference | 32nd International Symposium on High-Performance Parallel and Distributed Computing, HPDC 2023 |
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Country/Territory | United States |
City | Orlando |
Period | 16/06/23 → 23/06/23 |
Bibliographical note
Publisher Copyright:© 2023 ACM.
Keywords
- alibaba cloud
- auctions
- cloud computing
- traces
ASJC Scopus subject areas
- Information Systems
- Software
- Safety, Risk, Reliability and Quality
- Artificial Intelligence
- Computer Networks and Communications
- Computer Science Applications
- Hardware and Architecture